If there are no leaks, the problem is the valves in the pump, which are allowing a slight seepage of pressurised water back into the pipe from the tank. As this happens, the pressure in the system gradually drops and the pump operates for a second or two.
The solution is to replace the valves, you can buy a valve kit as a spare part.